DESIGN, MANUFACTURE AND EVALUATION OF A SCALABLE HIGH-PERFORMANCE NEURAL SYSTEM

被引:4
|
作者
BOLOURI, H [1 ]
MORGAN, P [1 ]
GURNEY, K [1 ]
机构
[1] BRUNEL UNIV,DEPT HUMAN SCI,UXBRIDGE UB8 3PH,MIDDX,ENGLAND
关键词
NEURAL NETWORKS; VLSI;
D O I
10.1049/el:19940283
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The Letter describes a scalable neural system, HyperNet, based on a probabilistic RAM-based architecture and using a custom VLSI IC. A system using five HyperNet VLSI ICs and capable of realising up to 10 240 neurons has been designed, manufactured and demonstrated to have the potential to learn more than three orders of magnitude faster than simulations on current workstations.
引用
收藏
页码:426 / 427
页数:2
相关论文
共 50 条
  • [21] A High-Performance and Scalable Distributed Storage and Computing System for IMS Services
    Seraoui, Youssef
    Bellafkih, Mostafa
    Raouyane, Brahim
    [J]. 2016 2ND INTERNATIONAL CONFERENCE ON CLOUD COMPUTING TECHNOLOGIES AND APPLICATIONS (CLOUDTECH), 2016, : 335 - 342
  • [22] A High-Performance Distributed Relational Database System for Scalable OLAP Processing
    Arnold, Jason
    Glavic, Boris
    Raicu, Ioan
    [J]. 2019 IEEE 33RD INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM (IPDPS 2019), 2019, : 738 - 748
  • [23] EVALUATION OF A HIGH-PERFORMANCE SOLAR COLLECTOR SYSTEM
    MCALEESE, J
    [J]. OHIO JOURNAL OF SCIENCE, 1983, 83 (02) : 80 - 80
  • [24] Network-on-SSD: A Scalable and High-Performance Communication Design Paradigm for SSDs
    Tavakkol, Arash
    Arjomand, Mohammad
    Sarbazi-Azad, Hamid
    [J]. IEEE COMPUTER ARCHITECTURE LETTERS, 2013, 12 (01) : 5 - 8
  • [25] Design and evaluation of a high-performance dynamically extensible router
    Kuhns, F
    DeHart, J
    Kantawala, A
    Keller, R
    Lockwood, J
    Pappu, P
    Richard, D
    Taylor, D
    Parwatikar, J
    Spitznagel, E
    Turner, J
    Wong, K
    [J]. DARPA ACTIVE NETWORKS CONFERENCE AND EXPOSITION, PROCEEDINGS, 2002, : 42 - 64
  • [26] The design and evaluation of a high-performance earth science database
    Shock, CT
    Chang, CL
    Moon, B
    Acharya, A
    Davis, L
    Saltz, J
    Sussman, A
    [J]. PARALLEL COMPUTING, 1998, 24 (01) : 65 - 89
  • [27] A high-performance neural prosthesis enabled by control algorithm design
    Gilja, Vikash
    Nuyujukian, Paul
    Chestek, Cindy A.
    Cunningham, John P.
    Yu, Byron M.
    Fan, Joline M.
    Churchland, Mark M.
    Kaufman, Matthew T.
    Kao, Jonathan C.
    Ryu, Stephen I.
    Shenoy, Krishna V.
    [J]. NATURE NEUROSCIENCE, 2012, 15 (12) : 1752 - 1757
  • [28] A high-performance neural prosthesis enabled by control algorithm design
    Vikash Gilja
    Paul Nuyujukian
    Cindy A Chestek
    John P Cunningham
    Byron M Yu
    Joline M Fan
    Mark M Churchland
    Matthew T Kaufman
    Jonathan C Kao
    Stephen I Ryu
    Krishna V Shenoy
    [J]. Nature Neuroscience, 2012, 15 : 1752 - 1757
  • [29] High-performance predictor for critical unstable generators based on scalable parallelized neural networks
    Liu, Youbo
    Liu, Yang
    Liu, Junyong
    Li, Maozhen
    Ma, Zhibo
    Taylor, Gareth
    [J]. JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY, 2016, 4 (03) : 414 - 426
  • [30] High-performance predictor for critical unstable generators based on scalable parallelized neural networks
    Youbo LIU
    Yang LIU
    Junyong LIU
    Maozhen LI
    Zhibo MA
    Gareth TAYLOR
    [J]. Journal of Modern Power Systems and Clean Energy, 2016, 4 (03) : 414 - 426